\uc778\uacf5\uc9c0\ub2a5\uacfc \uacb0\ud569\ud55c \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc124\uacc4 \ubc0f \uc6b4\uc601<\/title><\/p>\n<h1 id=\"%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ea%b3%bc-%ea%b2%b0%ed%95%a9%ed%95%9c-%ec%a7%80%eb%8a%a5%ed%98%95-%eb%a7%88%ec%9d%b4%ed%81%ac%eb%a1%9c%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%84%a4%ea%b3%84-%eb%b0%8f-RfzRwAwDyS\">\uc778\uacf5\uc9c0\ub2a5\uacfc \uacb0\ud569\ud55c \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc124\uacc4 \ubc0f \uc6b4\uc601<\/h1>\n\uc624\ub298\ub0a0 \ub514\uc9c0\ud138 \uc804\ud658\uacfc \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uc2dc\ub300\uc5d0 \uae30\uc5c5\ub4e4\uc740 \uae30\uc874\uc758 \ubaa8\ub180\ub9ac\uc2dd(monolithic) \uc544\ud0a4\ud14d\ucc98\ub97c \ud0c8\ud53c\ud558\uace0, \ubbfc\ucca9\uc131\uacfc \ud655\uc7a5\uc131\uc744 \uac16\ucd98 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub97c \ub3c4\uc785\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub354\ud574 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ubc1c\uc804\uacfc \uc801\uc6a9\uc73c\ub85c, \ub2e8\uc21c\ud55c \uc11c\ube44\uc2a4\ub97c \ub118\uc5b4 \ud658\uacbd\uc5d0 \uc2a4\uc2a4\ub85c \uc801\uc751\ud558\uace0 \uc608\uce21\ud558\uba70 \ucd5c\uc801\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \u2018\uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\u2019\uc5d0 \ub300\ud55c \uad00\uc2ec\uc774 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac8c\uc2dc\uae00\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uacb0\ud569\uc744 \ud1b5\ud55c \ud601\uc2e0\uc801 \uc124\uacc4 \ubc0f \uc6b4\uc601 \ubc29\uc548\uc744 \uc2ec\ub3c4 \uc788\uac8c \ubd84\uc11d\ud558\uace0, \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5, \uc0ac\ub840 \uc5f0\uad6c, \uc2e4\ubb34 \uc801\uc6a9 \ubc29\ubc95 \ub4f1\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \uc81c\uc2dc\ud568\uc73c\ub85c\uc368 \ub3c5\uc790 \uc5ec\ub7ec\ubd84\uc5d0\uac8c \uc720\uc6a9\ud55c \ud1b5\ucc30\ub825\uacfc \uc2e4\uc9c8\uc801 \uac00\uc774\ub4dc\ub97c \uc81c\uacf5\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\uacfc\uac70 \uc804\ud1b5\uc801 IT \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc77c \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c \ubaa8\ub4e0 \uae30\ub2a5\uc774 \uacb0\ud569\ub41c \uad6c\uc870\ub85c \uc6b4\uc601\ub418\uc5b4 \ubcc0\ud654\uc640 \ud655\uc7a5\uc5d0 \ud55c\uacc4\uac00 \uc788\uc5c8\uc73c\ub098, \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub294 \uac01 \uae30\ub2a5\uc744 \ub3c5\ub9bd\ub41c \uc11c\ube44\uc2a4\ub85c \ubd84\ub9ac\ud558\uc5ec \uad00\ub9ac\ud568\uc73c\ub85c\uc368 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud655\uc7a5\uc131\uacfc \uc720\uc9c0 \ubcf4\uc218 \uce21\uba74\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc804\ud658\uc744 \uc774\ub04c\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654 \uc18d\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc774 \uacb0\ud569\ub418\uba74, \ub370\uc774\ud130 \ubd84\uc11d, \uc608\uce21, \uc758\uc0ac\uacb0\uc815 \uc9c0\uc6d0 \ub4f1 \ub2e4\uc591\ud55c \uc5c5\ubb34 \uc790\ub3d9\ud654 \ubc0f \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud574\uc9c0\uba70, \uc11c\ube44\uc2a4 \uc790\uccb4\uac00 \ud559\uc2b5\uacfc \uac1c\uc120\uc744 \ubc18\ubcf5\ud560 \uc218 \uc788\ub294 \uc9c0\ub2a5\ud615 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc9c4\ud654\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uacb0\ud569\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801 \uc735\ud569\uc744 \ub118\uc5b4, \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc758 \ud601\uc2e0\uacfc \uc6b4\uc601 \ubc29\uc2dd\uc758 \ubcc0\ud654\ub97c \ub73b\ud569\ub2c8\ub2e4. AI \ubaa8\ub378\uc774 \uc11c\ube44\uc2a4 \ub0b4\uc5d0\uc11c \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uacb0\uacfc\ub97c \ud53c\ub4dc\ubc31\ud558\ub294 \uad6c\uc870\ub97c \ucc44\ud0dd\ud558\uba74, \ud504\ub85c\uc138\uc2a4 \uc790\ub3d9\ud654 \ubc0f \uc608\uce21 \uc720\uc9c0 \ubcf4\uc218\uac00 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uace0\uac1d \ud589\ud0dc \uc608\uce21 \ubc0f \uc2e4\uc2dc\uac04 \ucd94\ucc9c \uc11c\ube44\uc2a4, \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \ub4f1\uc758 \uad6c\ud604\uc740 \uae30\uacc4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uacfc \ubd84\uc0b0 \ucc98\ub9ac \uae30\uc220\uc758 \uacb0\ud569\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9c0\uba70, \uc774\ub85c \uc778\ud574 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uacfc \uc6b4\uc601 \ud6a8\uc728\uc131\uc774 \ub3d9\uc2dc\uc5d0 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub294 \uac1c\ubc1c \ubc0f \ubc30\ud3ec \ub2e8\uacc4\uc5d0\uc11c DevOps\uc640 CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uacfc\uc758 \ubc00\uc811\ud55c \uc5f0\uacc4\ub97c \ubcf4\uc785\ub2c8\ub2e4. \uc11c\ube44\uc2a4 \ub2e8\uc704\uc758 \ub3c5\ub9bd\uc801 \ubc30\ud3ec\uc640 \ub864\ubc31\uc774 \uac00\ub2a5\ud574\uc9d0\uc5d0 \ub530\ub77c \uc0c8\ub85c\uc6b4 AI \uae30\ub2a5\uc774 \uc11c\ube44\uc2a4\uc5d0 \ube60\ub974\uace0 \uc548\uc815\uc801\uc73c\ub85c \uc801\uc6a9\ub420 \uc218 \uc788\uace0, \uadf8 \uacfc\uc815\uc5d0\uc11c \uc790\ub3d9\ud654\ub41c \ud14c\uc2a4\ud2b8\uc640 \ubaa8\ub2c8\ud130\ub9c1 \ud234\uc744 \ud1b5\ud574 \uc11c\ube44\uc2a4 \ud488\uc9c8\uc744 \ubcf4\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uae30\uc220\uc801 \uae30\ubc18\uc740 \ud2b9\ud788 \uae08\uc735, \uc758\ub8cc, \uc81c\uc870 \ub4f1 \uace0\ub3c4\uc758 \uc2e0\ub8b0\uc131\uacfc \uc548\uc815\uc131\uc744 \uc694\uad6c\ud558\ub294 \ubd84\uc57c\uc5d0\uc11c \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ud604\ub300 IT \ud658\uacbd\uc5d0\uc11c\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ubcf5\uc7a1\uc131\uc774 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \ub2e8\uc21c\ud55c \uae30\ub2a5 \uad6c\ud604\uc744 \ub118\uc5b4 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub85c\uadf8, \ud2b8\ub79c\uc7ad\uc158, \uc624\ub958 \ub4f1\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ubd84\uc11d\ud560 \ud544\uc694\uc131\uc774 \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc744 \uc811\ubaa9\ud55c \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub294 \uc774\ub7ec\ud55c \uc6b4\uc601\uc0c1\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uacfc \uc0ac\uc804 \uc608\ubc29\uc801 \uc720\uc9c0\ubcf4\uc218 \uccb4\uacc4\ub97c \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ucee8\ub300, \uc0ac\uc6a9\uc790 \uc694\uccad \ud328\ud134 \ubd84\uc11d \ubc0f \uc624\ub958 \ubc1c\uc0dd \uc608\uce21 \uc54c\uace0\ub9ac\uc998\uc744 \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \ubb38\uc81c \ubc1c\uc0dd \uc2dc \ube60\ub974\uace0 \uc815\ud655\ud55c \ub300\uc751\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n\ud55c\ud3b8, \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \uc9c0\uc18d\uc801\uc778 \ubc1c\uc804\uc740 \ucef4\ud4e8\ud305 \ud30c\uc6cc\uc640 \ub370\uc774\ud130 \ucc98\ub9ac \ub2a5\ub825 \ud5a5\uc0c1\uc5d0 \uae30\uc5ec\ud558\uba70, \uc774\ub294 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc124\uacc4\uc5d0 \uc788\uc5b4\uc11c\ub3c4 \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\uc804\uc5d0\ub294 \ubd88\uac00\ub2a5\ud588\ub358 \ub300\uaddc\ubaa8 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21 \uae30\ub2a5\uc774 \uac00\ub2a5\ud574\uc9d0\uc5d0 \ub530\ub77c, \uac01 \uc11c\ube44\uc2a4\ub294 \uc790\uc728\uc801\uc73c\ub85c \ucd5c\uc801\ud654\ub41c \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uace0\uac1d \ub9de\ucda4\ud615 \uc11c\ube44\uc2a4 \uc81c\uacf5, \uc0c1\ud638 \uc791\uc6a9\uc801 \uc0ac\uc6a9\uc790 \uacbd\ud5d8 \uad6c\ud604 \ub4f1 \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc744 \ucda9\uc871\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uacb0\ud569\uc740 \uc2dc\uc2a4\ud15c\uc758 \ud655\uc7a5\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ub354\uc6b1 \uac15\ud654\ud558\ub294 \uc5ed\ud560\uc744 \ud558\uba70, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc\uc5d0\ub3c4 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \ud6a8\uacfc\ub97c \uac00\uc838\uc635\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc11c\ube44\uc2a4\uc5d0\uc11c \uc624\ub958\uac00 \ubc1c\uc0dd\ud558\ub354\ub77c\ub3c4 \ud574\ub2f9 \uc11c\ube44\uc2a4\uac00 \uc790\ub3d9\uc73c\ub85c \uc7ac\uae30\ub3d9\ub418\uac70\ub098, \uc608\uce21 \ubd84\uc11d\uc744 \ud1b5\ud574 \ubbf8\ub9ac \uc7a5\uc560\ub97c \uac10\uc9c0\ud558\uace0 \ub300\ucc98\ud560 \uc218 \uc788\ub294 \uad6c\uc870\ub97c \ub9c8\ub828\ud568\uc73c\ub85c\uc368, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc774\uc640 \uac19\uc774, \uc778\uacf5\uc9c0\ub2a5\uacfc \uacb0\ud569\ub41c \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub294 IT \uc778\ud504\ub77c\uc758 \uadfc\ubcf8\uc801\uc778 \uc6b4\uc601 \ubc29\uc2dd\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815, \uc790\ub3d9\ud654\ub41c \uc720\uc9c0 \ubcf4\uc218, \uadf8\ub9ac\uace0 \uc0ac\uc6a9\uc790\uc758 \ub2c8\uc988\ub97c \uc120\uc81c\uc801\uc73c\ub85c \ubc18\uc601\ud558\ub294 \uc11c\ube44\uc2a4 \uc124\uacc4\ub294 \ud5a5\ud6c4 \ub514\uc9c0\ud138 \ud601\uc2e0\uc758 \uc911\uc694\ud55c \ucd95\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \uae30\uc5c5\uc740 \uae30\uc220 \uacbd\uc7c1\ub825\uc744 \uac15\ud654\ud558\uace0, \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc735\ud569\uc740 \uc9c0\uc18d\uc801\uc778 \ud601\uc2e0\uacfc \uc5f0\uad6c \uac1c\ubc1c\uc744 \ud544\uc694\ub85c \ud558\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4. \uad00\ub828 \uc5c5\uacc4\uc640 \ud559\uacc4\uc5d0\uc11c\ub294 \uc774\ubbf8 \ub2e4\uc591\ud55c \uc5f0\uad6c \uc0ac\ub840\uc640 \ud504\ub85c\uc81d\ud2b8\uac00 \uc9c4\ud589 \uc911\uc774\uba70, \uc774\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \ud22c\uc790\uc640 \ud611\ub825\uc774 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub178\ub825\uc774 \uacb0\uc2e4\uc744 \ub9fa\uc744 \ub54c, \uc6b0\ub9ac\ub294 \ub354\uc6b1 \uc548\uc815\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc778 \uc2dc\uc2a4\ud15c \uc6b4\uc601\uacfc \uc0c8\ub85c\uc6b4 \ube44\uc988\ub2c8\uc2a4 \uae30\ud68c\ub97c \ub9de\uc774\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\uacb0\ub860\uc801\uc73c\ub85c \uccab \ubc88\uc9f8 \uc139\uc158\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc758 \uae30\ubcf8 \uac1c\ub150, \uc804\ub7b5\uc801 \uc911\uc694\uc131, \uae30\uc220\uc801 \ub3c4\uc804\uacfc \uc774\uc810\uc744 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uae30\uc220\uc801 \uc9c4\ubcf4\uc640 \ub370\uc774\ud130 \uae30\ubc18 \uacbd\uc601\uc758 \ud544\uc694\uc131\uc774 \ub192\uc544\uc9c4 \ud604\ub300 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0\uc11c, \uc774\ub7ec\ud55c \uc735\ud569\uc740 \ud544\uc218\uc801\uc778 \uc120\ud0dd\uc9c0\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\uc758 \ubc1c\uc804 \uac00\ub2a5\uc131\uc744 \ubaa8\uc0c9\ud558\ub294 \ub370 \uc911\uc694\ud55c \ud1a0\ub300\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h2 id=\"1-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ea%b3%bc-%ec%a7%80%eb%8a%a5%ed%98%95-%eb%a7%88%ec%9d%b4%ed%81%ac%eb%a1%9c%ec%84%9c%eb%b9%84%ec%8a%a4-%ea%b0%9c%ec%9a%94-RfzRwAwDyS\">1. \uc778\uacf5\uc9c0\ub2a5\uacfc \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uac1c\uc694<\/h2>\n\uc778\uacf5\uc9c0\ub2a5\uacfc \uacb0\ud569\ud55c \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub294 \uc804\ud1b5\uc801\uc778 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uacfc\ub294 \ub2e4\ub978 \ucc28\uc6d0\uc758 \uc124\uacc4 \ucca0\ud559\uacfc \uad6c\ud604 \ubc29\uc2dd\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\ub294 \ub2e8\uc21c\ud788 \uae30\ub2a5\uc744 \ubd84\ub9ac\ud558\ub294 \uac83\uc5d0\uc11c \ub098\uc544\uac00, \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uace0 \ud310\ub2e8\ud558\uba70 \uc790\uc728\uc801\uc778 \uc6b4\uc601 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uad6c\uc870\ub97c \ub3c4\uc785\ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uc2dc\uc2a4\ud15c \uc804\uccb4\uac00 \ub354\uc6b1 \ubbfc\ucca9\ud574\uc9c0\uace0, \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uc790\uac00 \ud68c\ubcf5 \ub2a5\ub825\uc744 \uac16\ucd94\uac8c \ub418\uc5b4 \uc0ac\uc6a9\uc790\uc758 \ud2b8\ub79c\uc7ad\uc158 \ucc98\ub9ac \uc18d\ub3c4\uc640 \uc2dc\uc2a4\ud15c \uc548\uc815\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \ud575\uc2ec\uc740 \uac01 \uc11c\ube44\uc2a4\uac00 AI \uc54c\uace0\ub9ac\uc998\uc744 \ub0b4\uc7a5\ud558\uc5ec, \uc790\uc2e0\uc774 \ucc98\ub9ac\ud558\ub294 \ub370\uc774\ud130\uc640 \uc774\ubca4\ud2b8\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uace0 \ucd5c\uc801\uc758 \ub300\uc751 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ub370 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790\uc758 \uc694\uccad\uc774 \ud3ed\uc8fc\ud558\ub294 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub3c4 \uac01 \uc11c\ube44\uc2a4\ub294 \uc2a4\uc2a4\ub85c \ubd80\ud558\ub97c \uac10\uc9c0\ud558\uace0, \uc5ec\uc720 \uc790\uc6d0\uc744 \ud65c\uc6a9\ud574 \ud2b8\ub798\ud53d\uc744 \ubd84\uc0b0\uc2dc\ud0b4\uc73c\ub85c\uc368 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc751\ub2f5 \uc18d\ub3c4\ub97c \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uc790\uc728\uc801\uc778 \uc6b4\uc601 \uccb4\uc81c\ub294 \uc804\ud1b5\uc801\uc778 IT \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc0c1\uc0c1\ud558\uae30 \uc5b4\ub824\uc6b4 \uc218\uc900\uc758 \ud6a8\uc728\uc131\uc744 \uad6c\ud604\ud574\ub0c5\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\ub294 \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ubc30\ud3ec\ub418\uace0 \ud655\uc7a5\ub420 \uc218 \uc788\ub2e4\ub294 \uc7a5\uc810\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4. \uc11c\ube44\uc2a4 \ub2e8\uc704\uc758 \ub3c5\ub9bd\uc131\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\uc9c0 \uc54a\ub3c4\ub85d \ud558\uba70, \ud544\uc694\ud55c \uacbd\uc6b0 \ud2b9\uc815 \uc11c\ube44\uc2a4\uc5d0 \ub300\ud574\uc11c\ub9cc AI \ubaa8\ub378 \ubcc0\uacbd\uc774\ub098 \uc5c5\ub370\uc774\ud2b8 \uc791\uc5c5\uc744 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \ubcf4\uc7a5\ud558\uace0, \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ucd5c\ub300\ub85c \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc740 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd, \ub525\ub7ec\ub2dd, \uac15\ud654\ud559\uc2b5 \ub4f1 \uc5ec\ub7ec \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec, \uc2dc\uc2a4\ud15c \uc0c1\ud0dc\uc640 \uc6b4\uc601 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc5d0 \ub0b4\uc7a5\ub41c AI \ubaa8\ub4c8\uc740 \ud2b8\ub79c\uc7ad\uc158 \ub85c\uadf8, \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ud328\ud134, \uc11c\ubc84 \ubd80\ud558 \uc0c1\ud0dc \ub4f1\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\uba70, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ucd5c\uc801\uc758 \ub300\uc751 \uc804\ub7b5\uc744 \uacb0\uc815\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774\ub807\uac8c \uc9d1\uc57d\ub41c \ub370\uc774\ud130 \ubd84\uc11d \uacb0\uacfc\ub294 \uc6b4\uc601\uc790\uac00 \uc2dc\uc2a4\ud15c \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0 \uc0ac\uc804 \uc608\ubc29\uc801 \uc720\uc9c0 \ubcf4\uc218 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c\ub294 \ub610\ud55c, \uc11c\ube44\uc2a4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc9c0\ub2a5\ud615 \uc5d0\uc774\uc804\ud2b8\uac00 \uc911\uc7ac\ud568\uc73c\ub85c\uc368, \uac01 \uc11c\ube44\uc2a4\uac00 \uac1c\ubcc4\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc5c6\ub294 \ubcf5\ud569 \ubb38\uc81c\uc5d0 \ub300\ud574\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ud574\uacb0\ucc45\uc744 \uc81c\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uae30\ub2a5\uc5d0 \uacfc\ubd80\ud558\uac00 \ubc1c\uc0dd\ud558\uac70\ub098 \uc624\ub958\uac00 \ubc18\ubcf5\ub418\uc5b4 \ub098\ud0c0\ub098\ub294 \uacbd\uc6b0, \ud574\ub2f9 \uc11c\ube44\uc2a4\ub294 \ub2e4\ub978 \uad00\ub828 \uc11c\ube44\uc2a4\uc640 \ud611\ub825\ud558\uc5ec \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc790\uc728\uc801\uc778 \ubcf5\uad6c \uacfc\uc815\uc744 \uac70\uce58\uac8c \ub429\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c AI \uc5d0\uc774\uc804\ud2b8\ub294 \ubb38\uc81c\uc758 \uc6d0\uc778 \ubd84\uc11d\uacfc \ucd5c\uc801\uc758 \ubcf5\uad6c \ubc29\uc548\uc744 \ub3c4\ucd9c\ud558\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\ud604\uc7ac \uc5ec\ub7ec \uae00\ub85c\ubc8c \uae30\uc5c5\ub4e4\uc774 \uc774\ub7ec\ud55c \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18 \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub97c \ub3c4\uc785\ud558\uc5ec \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae08\uc735\uad8c\uc5d0\uc11c\ub294 \uace0\uac1d \uac70\ub798 \ud328\ud134 \ubd84\uc11d\uacfc \uc774\uc0c1 \uac70\ub798 \uac10\uc9c0 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c\ub294 \ud658\uc790 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uac1c\uc778 \ub9de\ucda4\ud615 \uc9c4\ub2e8\uacfc \uce58\ub8cc \uc804\ub7b5\uc744 \ub9c8\ub828\ud558\ub294 \ub370 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc81c\uc870\uc5c5\uc5d0\uc11c\ub294 \uc0dd\uc0b0 \ub77c\uc778\uc758 \uc790\ub3d9\ud654 \ubc0f \uc720\uc9c0 \ubcf4\uc218 \uc608\uce21\uc5d0 \uc774 \uae30\uc220\uc744 \uc801\uc6a9\ud568\uc73c\ub85c\uc368, \ub2e4\uc6b4\ud0c0\uc784\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc0dd\uc0b0\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uae30\uc220\uc801 \uce21\uba74\uc5d0\uc11c \ubcf4\uba74, \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud234, \uc11c\ube44\uc2a4 \uba54\uc26c, \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc \ub4f1\uc774 \ud544\uc218\uc801\uc73c\ub85c \ub3c4\uc785\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. Kubernetes\uc640 Istio\uc640 \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uac04\uc758 \ub124\ud2b8\uc6cc\ud06c \ud1b5\uc2e0, \ubd80\ud558 \ubd84\uc0b0, \uc7a5\uc560 \ubcf5\uad6c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc9c0\uc6d0\ud558\uba70, \uc774\ub97c \ud1b5\ud574 AI \uae30\ubc18 \uc11c\ube44\uc2a4\uac00 \ub354\uc6b1 \uc6d0\ud65c\ud558\uac8c \uc791\ub3d9\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8, \ubd84\uc0b0 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uba54\uc2dc\uc9c0 \ud050 \uc2dc\uc2a4\ud15c\uc774 \ub370\uc774\ud130 \uc804\uc1a1 \ubc0f \uc800\uc7a5\uc5d0 \uc788\uc5b4\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \uc218\ud589\ud558\uba70, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \ud655\uc7a5\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \ubcf4\uc548 \uce21\uba74\uc5d0\uc11c\ub3c4 \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18 \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub294 \uc0c8\ub85c\uc6b4 \ub3c4\uc804\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4. \uac01 \uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc6b4\uc601\ub418\uba74\uc11c\ub3c4 \ubbfc\uac10\ud55c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uae30 \ub54c\ubb38\uc5d0, \ubcf4\uc548 \ubaa8\ub4c8\uc740 \uc11c\ube44\uc2a4 \ubcc4\ub85c \uc138\ubc00\ud558\uac8c \uad6c\ucd95\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. AI \ubaa8\ub378\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc640 \uacb0\uacfc\uac12\uc5d0 \ub300\ud55c \ubb34\uacb0\uc131 \ubc0f \uae30\ubc00\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574, \uc554\ud638\ud654 \ubc0f \uc778\uc99d, \uc811\uadfc \ud1b5\uc81c\uac00 \ub3d9\uc2dc\uc5d0 \uc801\uc6a9\ub418\uc5b4\uc57c \ud558\uba70, \uc774\ub294 \ud3c9\uac00 \ubc0f \uac10\uc0ac \uc2dc\uc2a4\ud15c\uacfc \uae34\ubc00\ud558\uac8c \uc5f0\ub3d9\ub418\uc5b4 \uc6b4\uc601\ub429\ub2c8\ub2e4.<\/p>\n\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uacb0\ud569\uc740 \uae30\uc874 \uc6b4\uc601 \uccb4\uc81c\uc758 \ud328\ub7ec\ub2e4\uc784\uc744 \uc644\uc804\ud788 \uc804\ud658\uc2dc\ud0a4\ub294 \ud601\uc2e0\uc801\uc778 \uac1c\ub150\uc73c\ub85c, \ud5a5\ud6c4 IT \uc778\ud504\ub77c\uc758 \ubc1c\uc804 \ubc29\ud5a5\uc744 \uc8fc\ub3c4\ud560 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc870\uc9c1\uc740 \uc774\uc640 \uac19\uc740 \uae30\uc220 \ub3c4\uc785\uc744 \ud1b5\ud574 \ub2e8\uc21c\ud55c \ud2b8\ub798\ud53d \uad00\ub9ac\uc640 \uc7a5\uc560 \ubcf5\uad6c\ub97c \ub118\uc5b4, \uc608\uce21 \uac00\ub2a5\ud55c \uc720\uc9c0 \ubcf4\uc218 \ubc0f \uc11c\ube44\uc2a4 \ucd5c\uc801\ud654\ub97c \uad6c\ud604\ud560 \uc218 \uc788\uc73c\uba70, \uad81\uadf9\uc801\uc73c\ub85c \uacbd\uc7c1\ub825 \uc788\ub294 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc744 \ucc3d\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc774\uc640 \uac19\uc774 \uccab \ubc88\uc9f8 \uc139\uc158\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc758 \uae30\ubcf8 \uac1c\ub150\ubd80\ud130 \uae30\uc220\uc801 \uba54\ucee4\ub2c8\uc998, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ud3ed\ub113\uac8c \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc740 \uc774\ud6c4 \ub0b4\uc6a9\uc5d0\uc11c \ubcf4\ub2e4 \uc2ec\ud654\ub41c \uae30\uc220\uc801 \uad6c\ud604 \ubc0f \uc6b4\uc601 \uc804\ub7b5\uc744 \uc124\uba85\ud558\uae30 \uc704\ud55c \ud1a0\ub300\ub85c\uc11c, \ub3c5\uc790 \uc5ec\ub7ec\ubd84\uc774 \ubcf8 \uc8fc\uc81c\uc5d0 \ub300\ud55c \uc804\ubc18\uc801\uc778 \uc774\ud574\ub97c \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2 id=\"2-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ed%86%b5%ed%95%a9-%ea%b8%b0%ec%88%a0-%eb%b0%8f-%eb%a7%88%ec%9d%b4%ed%81%ac%eb%a1%9c%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%84%a4%ea%b3%84-%eb%b0%a9%eb%b2%95%eb%a1%a0-RfzRwAwDyS\">2. \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569 \uae30\uc220 \ubc0f \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc124\uacc4 \ubc29\ubc95\ub860<\/h2>\n\ub450 \ubc88\uc9f8 \uc139\uc158\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc744 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc5d0 \ud6a8\uacfc\uc801\uc73c\ub85c \ud1b5\ud569\ud558\ub294 \ubc29\ubc95\uacfc \uc124\uacc4 \uc6d0\uce59\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud569\ub2c8\ub2e4. \uae30\uc874\uc758 \ub2e8\uc21c \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \uac1c\ubc1c \ubc29\uc2dd\uc5d0\uc11c \ubc97\uc5b4\ub098, \uac01 \uc11c\ube44\uc2a4\uac00 AI \ubaa8\ub378\uc744 \ub0b4\uc7a5\ud558\uc5ec \uc790\uccb4 \ud559\uc2b5\uacfc \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \uacfc\uc81c\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc124\uacc4 \ucca0\ud559\uc740 \uc560\uc790\uc77c \uac1c\ubc1c \ubc29\ubc95\ub860, DevOps \ubb38\ud654, \uadf8\ub9ac\uace0 \ucd5c\uc2e0\uc758 \ud074\ub77c\uc6b0\ub4dc \uae30\uc220\uc744 \uc735\ud569\ud568\uc73c\ub85c\uc368 \uad6c\ud604\ub429\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub4e4\uc740 \uac01 \uc11c\ube44\uc2a4\uc5d0 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub4c8\uc744 \ub3c5\ub9bd\uc801\uc73c\ub85c \ucd94\uac00\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc11c\ube44\uc2a4 \uac04 \ub370\uc774\ud130 \uc5f0\uacc4\uc640 \uc2e4\uc2dc\uac04 \ud53c\ub4dc\ubc31 \ub8e8\ud504\ub97c \ud1b5\ud574 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\uba3c\uc800, \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569\uc744 \uc704\ud55c \ud575\uc2ec \uae30\uc220 \uc911 \ud558\ub098\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ud559\uc2b5\ud558\ub294 \ub2a5\ub825\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ubd84\uc0b0 \ub370\uc774\ud130 \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc640 \uc2a4\ud2b8\ub9ac\ubc0d \ubd84\uc11d \ud50c\ub7ab\ud3fc\uc774 \ud544\uc218\uc801\uc73c\ub85c \ub3c4\uc785\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. Apache Kafka, Apache Spark\uc640 \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc804\uc1a1 \ubc0f \ucc98\ub9ac\uc5d0 \uc788\uc5b4\uc11c \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uac04\uc758 \ub370\uc774\ud130 \uad50\ud658\uacfc \ubd84\uc11d\uc744 \uc6d0\ud65c\ud558\uac8c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 AI \ubaa8\ub378\uc774 \uc2dc\uc2dc\uac01\uac01 \ubcc0\ud654\ud558\ub294 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubc18\uc601\ud558\uace0, \ucd5c\uc801\uc758 \uc758\uc0ac\uacb0\uc815 \uacfc\uc815\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n\ub610\ud55c, \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc778 AI \uae30\ub2a5\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \ubaa8\ub378 \ud559\uc2b5, \uc608\uce21, \uc5c5\ub370\uc774\ud2b8\uc758 \uc804 \uacfc\uc815\uc774 \ucee8\ud14c\uc774\ub108 \ub610\ub294 \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c \ud1b5\ud569 \uad00\ub9ac\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Docker, Kubernetes \ub4f1 \ucee8\ud14c\uc774\ub108 \uae30\ubc18 \ubc30\ud3ec \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \ud50c\ub7ab\ud3fc\uc740 \uc11c\ube44\uc2a4\uc758 \ub3c5\ub9bd\uc801 \ubc30\ud3ec\uc640 \ud655\uc7a5\uc131, \uadf8\ub9ac\uace0 \ube60\ub978 \ub864\ubc31 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec, AI \ubaa8\ub378\uc758 \uc2e4\uc2dc\uac04 \uc5c5\ub370\uc774\ud2b8 \ubc0f \ud14c\uc2a4\ud2b8\ub97c \uc6a9\uc774\ud558\uac8c \ub9cc\ub4ed\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub294 \uc774\ub7ec\ud55c \ud50c\ub7ab\ud3fc \uc0c1\uc5d0\uc11c AI \uae30\ub2a5\uc744 \uac16\ucd98 \uc11c\ube44\uc2a4\ub97c \ube60\ub974\uac8c \ubc30\ud3ec\ud558\uace0, \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f A\/B \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\uc138 \ubc88\uc9f8\ub85c, \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc124\uacc4 \ubc29\ubc95\ub860\uc5d0\uc11c\ub294 \uac01 \uc11c\ube44\uc2a4 \uac04 \ud1b5\uc2e0 \ud504\ub85c\ud1a0\ucf5c\uc758 \ucd5c\uc801\ud654\uc640 \ub370\uc774\ud130 \uad50\ud658 \ud615\uc2dd\uc758 \ud45c\uc900\ud654\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. RESTful API, gRPC, \uadf8\ub9ac\uace0 \uba54\uc2dc\uc9c0 \uae30\ubc18\uc758 \ud1b5\uc2e0 \ubc29\uc2dd\uc740 \uac01 \uc11c\ube44\uc2a4 \uac04\uc758 \ub370\uc774\ud130 \uc804\uc1a1\uc744 \uc2e0\uc18d\ud558\uace0 \uc548\uc815\uc801\uc73c\ub85c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc758 \ucd9c\ub825 \ub370\uc774\ud130\ub97c \ub2e4\ub978 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc5d0\uc11c \ubc14\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d API \uac8c\uc774\ud2b8\uc6e8\uc774\uc640 \uc11c\ube44\uc2a4 \uba54\uc26c\ub97c \ub3c4\uc785\ud558\ub294 \uac83\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uc2dc\uc2a4\ud15c \uad6c\uc131\uc740 \ub370\uc774\ud130\uc758 \uc77c\uad00\uc131\uacfc \ubb34\uacb0\uc131\uc744 \ubcf4\uc7a5\ud558\uba70, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc774 \ud558\ub098\uc758 \ud1b5\ud569\ub41c \uc9c0\ub2a5\ud615 \ub124\ud2b8\uc6cc\ud06c\ub85c \ub3d9\uc791\ud558\ub3c4\ub85d \ub9cc\ub4ed\ub2c8\ub2e4.<\/p>\n\ub354\ubd88\uc5b4, \uc124\uacc4 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5 \uc54c\uace0\ub9ac\uc998\uc758 \uc120\ud0dd\uacfc \ucd5c\uc801\ud654, \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \uadf8\ub9ac\uace0 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8 \uc8fc\uae30\ub97c \uba85\ud655\ud558\uac8c \uc815\uc758\ud574\uc57c \ud569\ub2c8\ub2e4. \uac01 \uc11c\ube44\uc2a4\ub294 \uc790\uccb4\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc774\ub97c \uc804\ucc98\ub9ac\ud55c \ud6c4, \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud1b5\ud574 \uc608\uce21 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud558\ub294 \uad6c\uc870\ub85c \uc124\uacc4\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc8fc\ubb38 \ud328\ud134 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc7ac\uace0 \uad00\ub9ac \ubc0f \ubc30\uc1a1 \uc2a4\ucf00\uc904 \ucd5c\uc801\ud654\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc11c\ube44\uc2a4 \uac04\uc758 \uc0c1\ud638 \ubcf4\uc644\uc801 \uc5ed\ud560 \ubd84\ub2f4\uacfc \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n\uc2e4\uc81c \uac1c\ubc1c \ud658\uacbd\uc5d0\uc11c\ub294 AI \ubaa8\ub378\uc744 \uc27d\uac8c \ud1b5\ud569\ud558\uace0 \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\ub3c4\ub85d, \ub2e4\uc74c\uacfc \uac19\uc774 \uac04\ub2e8\ud55c \ucf54\ub4dc \uc608\uc81c\ub97c \ud1b5\ud574 \uad6c\ud604 \ubc29\ubc95\uc744 \uc2dc\uc5f0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 Python \uc5b8\uc5b4\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uac04\ub2e8\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc608\uce21 \uc11c\ube44\uc2a4\uc758 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>\nimport json\nfrom flask import Flask, request, jsonify\nimport numpy as np\nfrom sklearn.linear_model import LogisticRegression\n\napp = Flask(__name__)\nmodel = LogisticRegression()\n# \uc784\uc758\uc758 \ub370\uc774\ud130\ub85c \ubaa8\ub378 \ud559\uc2b5 (\uc608\uc2dc\uc6a9)\nX_train = np.array([[0], [1], [2], [3]])\ny_train = np.array([0, 0, 1, 1])\nmodel.fit(X_train, y_train)\n\n@app.route('\/predict', methods=['POST'])\ndef predict():\n data = request.get_json()\n input_value = data.get('value', 0)\n prediction = model.predict(np.array([[input_value]]))\n return jsonify({'prediction': int(prediction[0])})\n\nif __name__ == '__main__':\n app.run(host='0.0.0.0', port=5000)\n <\/code><\/pre>\n\uc704\uc758 \uc608\uc81c\ub294 Flask \uc6f9 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud558\uc5ec, \ud074\ub77c\uc774\uc5b8\ud2b8\ub85c\ubd80\ud130 \uc785\ub825\uc744 \ubc1b\uc544 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc608\uce21\ud55c \uacb0\uacfc\ub97c \ubc18\ud658\ud558\ub294 \uac04\ub2e8\ud55c \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4. \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \uc774\uc640 \uac19\uc774 \ub2e4\uc591\ud55c AI \ubaa8\ub378\uc744 \ub3c5\ub9bd\ub41c \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub85c \uad6c\ucd95\ud55c \ud6c4, API \uac8c\uc774\ud2b8\uc6e8\uc774\ub97c \ud1b5\ud574 \uc11c\ub85c \uc5f0\uacb0\ud558\uace0, \ub85c\ub4dc\ubc38\ub7f0\uc11c\ub97c \ud65c\uc6a9\ud558\uc5ec \ud2b8\ub798\ud53d\uc744 \uc548\uc815\uc801\uc73c\ub85c \ubd84\uc0b0\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub294 \uc774\ub7ec\ud55c \ubc29\ubc95\uc744 \ud1b5\ud574 \uc9c0\uc18d\uc801\uc778 \uc5c5\ub370\uc774\ud2b8\uc640 \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc73c\uba70, \uc11c\ube44\uc2a4\uc758 \ud655\uc7a5\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub124 \ubc88\uc9f8\ub85c, \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569 \uc124\uacc4 \ubc29\ubc95\ub860\uc740 CI\/CD \ud30c\uc774\ud504\ub77c\uc778 \ub0b4\uc5d0 AI \ubaa8\ub378\uc758 \uc9c0\uc18d\uc801 \ud559\uc2b5 \ubc0f \ud3c9\uac00\uc758 \uc790\ub3d9\ud654\ub97c \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5 \uc800\ud558 \ubc0f \ub370\uc774\ud130 \ubd84\ud3ec \ubcc0\ud654\uc5d0 \ube60\ub974\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\uae30 \uc704\ud568\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \uc720\uc785\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uc7ac\ud559\uc2b5\uc744 \uc218\ud589\ud558\uace0 \uacb0\uacfc\ub97c \ud3c9\uac00\ud558\uc5ec, \ud544\uc694\ud55c \uacbd\uc6b0 \ub864\ubc31\ud558\uac70\ub098 \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ubc29\uc2dd\uc774 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc790\ub3d9\ud654 \ud504\ub85c\uc138\uc2a4\ub294 \uc778\uac04\uc758 \uac1c\uc785 \uc5c6\uc774\ub3c4 \uace0\ud488\uc9c8\uc758 AI \uc11c\ube44\uc2a4\ub97c \uc720\uc9c0\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\ub2e4\uc12f \ubc88\uc9f8\ub85c, \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc735\ud569\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud300 \uac04 \ud611\uc5c5\uacfc \uc870\uc9c1 \ub0b4 \uc9c0\uc2dd \uacf5\uc720\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559\uc790, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc790, \uc6b4\uc601 \uc5d4\uc9c0\ub2c8\uc5b4 \ub4f1 \ub2e4\uc591\ud55c \uc5ed\ud560\uc758 \uc804\ubb38\uac00\ub4e4\uc774 \ud611\ub825\ud558\uc5ec \uc885\ud569\uc801\uc778 \uc544\ud0a4\ud14d\ucc98\ub97c \uc124\uacc4\ud558\uace0 \uc6b4\uc601\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc560\uc790\uc77c \ud504\ub85c\uc138\uc2a4\uc640 \uc9c0\uc18d\uc801\uc778 \ud53c\ub4dc\ubc31 \ub8e8\ud504\uac00 \ub3c4\uc785\ub418\uba70, \uac01 \uc11c\ube44\uc2a4\uc758 \uc131\uacfc\uc640 AI \ubaa8\ub378\uc758 \uc608\uce21\ub825\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \uc810\uac80\ud558\uace0 \uac1c\uc120\ud558\ub294 \ub178\ub825\uc774 \ubcd1\ud589\ub429\ub2c8\ub2e4. \ub610\ud55c, \uc815\uae30\uc801\uc778 \uc6cc\ud06c\uc0f5\uacfc \ucf54\ub4dc \ub9ac\ubdf0\ub97c \ud1b5\ud574 \uae30\uc220\uc801 \ubd80\ucc44\ub97c \ucd5c\uc18c\ud654\ud558\uace0, \ubaa8\ubc94 \uc0ac\ub840\ub97c \uacf5\uc720\ud568\uc73c\ub85c\uc368 \uc870\uc9c1 \uc804\uccb4\uc758 \uc5ed\ub7c9\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc5ec\uc12f \ubc88\uc9f8\ub85c, \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569 \uacfc\uc815\uc5d0\uc11c\ub294 \ubcf4\uc548\uacfc \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubb38\uc81c\ub3c4 \uc911\uc694\ud55c \uace0\ub824 \uc0ac\ud56d\uc785\ub2c8\ub2e4. AI \ubaa8\ub378\uc774 \ubbfc\uac10\ud55c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uacbd\uc6b0, \ub370\uc774\ud130 \uc554\ud638\ud654, \uc811\uadfc \uc81c\uc5b4, \uc775\uba85\ud654 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubcf4\uc548 \uae30\uc220\uc774 \ubc18\ub4dc\uc2dc \ubcd1\ud589\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ud2b9\ud788, \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uc720\ucd9c \ubc0f \ubb34\uacb0\uc131 \uce68\ud574 \ubb38\uc81c\uc5d0 \ub300\ud574 \ub300\uc751\ud558\uae30 \uc704\ud574, \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uac04 \ud1b5\uc2e0 \uc2dc \uc554\ud638\ud654 \ud504\ub85c\ud1a0\ucf5c\uc744 \uc801\uc6a9\ud558\uace0, \uc815\uae30\uc801\uc778 \ubcf4\uc548 \uac10\uc0ac\ub97c \uc2e4\uc2dc\ud558\ub294 \ub4f1 \uccb4\uacc4\uc801\uc778 \ubcf4\uc548 \uad00\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n\uc77c\uacf1 \ubc88\uc9f8\ub85c, \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569 \uc124\uacc4 \ubc29\ubc95\ub860\uc740 \uc11c\ube44\uc2a4 \uc131\ub2a5 \ubaa8\ub2c8\ud130\ub9c1\uacfc \ub85c\uae45 \uccb4\uacc4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad6c\ucd95\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc5d0 \ubc30\ud3ec\ub41c AI \ubaa8\ub4c8\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21 \uacb0\uacfc\ub97c \uae30\ub85d\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc131\ub2a5 \uc9c0\ud45c\uc640 \uc7a5\uc560 \uc9d5\ud6c4\ub97c \uacf5\uc720\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc640 \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \uc2dc\uc2a4\ud15c\uc774 \ub3c4\uc785\ub418\uba70, \uc804\uccb4 \uc544\ud0a4\ud14d\ucc98\uc758 \uc0c1\ud0dc\ub97c \ud55c\ub208\uc5d0 \ud30c\uc545\ud560 \uc218 \uc788\ub294 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uad6c\ucd95\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud55c \ub300\uc751\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \uc11c\ube44\uc2a4 \uc804\ubc18\uc758 \uc548\uc815\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\uc5ec\ub35f \ubc88\uc9f8\ub85c, \ucd5c\uc2e0\uc758 \uae30\uc220 \ub3d9\ud5a5\uc744 \ubc18\uc601\ud55c \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569 \uc124\uacc4 \ubc29\ubc95\ub860\uc740 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4\uc640\uc758 \ud611\uc5c5\ub3c4 \ud65c\ubc1c\ud788 \uc9c4\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. AWS, Azure, Google Cloud Platform \ub4f1 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \uc81c\uacf5\uc5c5\uccb4\ub294 AI \ubc0f \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc6b4\uc601\uc5d0 \ucd5c\uc801\ud654\ub41c \ub2e4\uc591\ud55c \ub3c4\uad6c\uc640 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc744 \uc801\uc808\ud788 \ud65c\uc6a9\ud558\uba74 \uc778\ud504\ub77c \uad6c\uc131 \ube44\uc6a9 \ubc0f \uad00\ub9ac \ubd80\ub2f4\uc744 \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\uc758 \uc790\uc6d0 \uc790\ub3d9 \ud560\ub2f9, \uc624\ud1a0\uc2a4\ucf00\uc77c\ub9c1, \uadf8\ub9ac\uace0 \uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub294 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc758 \ud655\uc7a5\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\uc544\ud649 \ubc88\uc9f8\ub85c, \uc778\uacf5\uc9c0\ub2a5 \ud1b5\ud569 \uc124\uacc4\ub294 \uc9c0\uc18d\uc801 \uc5f0\uad6c\uc640 \uae30\uc220 \ud601\uc2e0\uc744 \ud544\uc694\ub85c \ud569\ub2c8\ub2e4. \uc804 \uc138\uacc4\uc801\uc73c\ub85c \ub2e4\uc591\ud55c \uc5f0\uad6c \uae30\uad00\uacfc \uae30\uc5c5\ub4e4\uc774 \uc774 \ubd84\uc57c\uc5d0 \ud070 \uad00\uc2ec\uc744 \uae30\uc6b8\uc774\uace0 \uc788\uc73c\uba70, \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998, \ubaa8\ub378 \ucd5c\uc801\ud654 \uae30\ubc95, \uadf8\ub9ac\uace0 \uc6b4\uc601 \ub3c4\uad6c\ub4e4\uc774 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5f0\uad6c \uacb0\uacfc\ub97c \uc2e4\ubb34\uc5d0 \uc2e0\uc18d\ud558\uac8c \ubc18\uc601\ud558\uae30 \uc704\ud574, \uc870\uc9c1 \ub0b4\ubd80\uc5d0\uc11c\ub294 R&D \ud300\uacfc \uc2e4\ubb34 \ud300 \uac04\uc758 \uae34\ubc00\ud55c \ud611\ub825\uc774 \ud544\uc218\uc801\uc774\uba70, \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uc744 \uc801\uadf9 \ubc18\uc601\ud55c \uae30\uc220 \ub85c\ub4dc\ub9f5 \uc218\ub9bd\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4.<\/p>\n\uc5f4 \ubc88\uc9f8\ub85c, \ub450 \ubc88\uc9f8 \uc139\uc158\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc758 \uc2ec\ud654\ub41c \ud1b5\ud569 \uc804\ub7b5\uacfc \uc124\uacc4 \ubc29\ubc95\ub860\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uac01 \uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \uc9c0\ub2a5\ud615 \uccb4\uacc4\ub97c \uad6c\ud604\ud558\uae30 \uc704\ud55c \uae30\uc220 \uc694\uc18c\uc640 \uc6b4\uc601 \uc804\ub7b5, \ubcf4\uc548 \ub300\ucc45, \uadf8\ub9ac\uace0 \ucd5c\uc2e0 \ud074\ub77c\uc6b0\ub4dc \uae30\uc220\uacfc\uc758 \uc735\ud569 \ubc29\ud5a5\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc885\ud569\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc740 \uc55e\uc73c\ub85c\uc758 IT \uc778\ud504\ub77c \ud601\uc2e0\uc5d0 \uc911\uc694\ud55c \uae30\uc5ec\ub97c \ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<h2 id=\"3-%ec%a7%80%eb%8a%a5%ed%98%95-%eb%a7%88%ec%9d%b4%ed%81%ac%eb%a1%9c%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%9a%b4%ec%98%81-%eb%b0%8f-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%ec%a0%84%eb%9e%b5-RfzRwAwDyS\">3. \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc6b4\uc601 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uc804\ub7b5<\/h2>\n\uc138 \ubc88\uc9f8 \uc139\uc158\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5\uc774 \ub0b4\uc7a5\ub41c \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \ud6a8\uacfc\uc801\uc778 \uc6b4\uc601\uacfc \ubaa8\ub2c8\ud130\ub9c1 \uc804\ub7b5\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud569\ub2c8\ub2e4. \uc6b4\uc601 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ub2e8\uc21c\ud55c \uc11c\ube44\uc2a4 \ubc30\ud3ec \ubc0f \uad00\ub9ac\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0, \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \uc790\uccb4\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ubb38\uc81c \uc0c1\ud669\uc744 \uc608\uce21\ud558\uba70 \uc790\ub3d9\uc73c\ub85c \ubcf5\uad6c\ud558\ub294 \uc790\uc728 \uc6b4\uc601 \uccb4\uacc4\ub97c \uad6c\ucd95\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc2e4\uc2dc\uac04 \ub85c\uadf8 \ubd84\uc11d, \uc774\ubca4\ud2b8 \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1, \uc7a5\uc560 \uc608\uce21 \ubc0f \uc790\ub3d9 \ubcf5\uad6c \uc2dc\uc2a4\ud15c \ub4f1\uc758 \ub2e4\uc591\ud55c \uae30\uc220\uc774 \ub3c4\uc785\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uccb4\uacc4\ub294 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc758 \uc9c8\uc744 \uafb8\uc900\ud788 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\uccab \ubc88\uc9f8\ub85c, \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc6b4\uc601\uc740 \uc11c\ube44\uc2a4 \uac01\uac01\uc774 \ub3c5\ub9bd\uc801\uc778 \ub85c\uadf8 \uc218\uc9d1 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uc5d0\uc774\uc804\ud2b8\ub97c \ud3ec\ud568\ud568\uc73c\ub85c\uc368 \uc2dc\uc791\ub429\ub2c8\ub2e4. \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc790\uc2e0\uc758 \uc0c1\ud0dc, \ud2b8\ub79c\uc7ad\uc158 \uae30\ub85d, \uc624\ub958 \ubc1c\uc0dd \uc0c1\ud669 \ub4f1\uc744 \uae30\ub85d\ud558\uace0, \uc774\ub97c \uc911\uc559\uc758 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc804\uc1a1\ud569\ub2c8\ub2e4. Elasticsearch, Logstash, Kibana(ELK \uc2a4\ud0dd)\uc640 \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc9d1\uacc4\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uba70, AI \uc54c\uace0\ub9ac\uc998\uc740 \uc774 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uc7a5\uc560 \ubc1c\uc0dd \uc804\ud6c4\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc0ac\uc804 \uacbd\ubcf4\ub97c \ubc1c\uc0dd\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\ub450 \ubc88\uc9f8\ub85c, \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \ud658\uacbd\uc5d0\uc11c\ub294 \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1(distributed tracing)\uc774 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ub192\uc774\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uac01 \uc11c\ube44\uc2a4 \ud638\ucd9c \uac04\uc758 \uc5f0\uad00\uc131\uc744 \ud30c\uc545\ud558\uace0, \uc9c0\uc5f0 \uc2dc\uac04 \ubc0f \uc624\ub958 \ubc1c\uc0dd \uc2dc\uc810\uc744 \uc815\ud655\ud788 \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \ubb38\uc81c\uc758 \uadfc\ubcf8 \uc6d0\uc778\uc744 \uc2e0\uc18d\ud558\uac8c \uc9c4\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Jaeger, Zipkin \ub4f1 \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \ub3c4\uad6c\ub294 \uac01 \uc11c\ube44\uc2a4 \uc0ac\uc774\uc758 \uc0c1\ud638 \uc791\uc6a9\uc744 \uc2dc\uac01\ud654\ud558\uc5ec, \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\ub97c \uc77c\ubaa9\uc694\uc5f0\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601\ud300\uc740 \ub2e4\uc911 \uc11c\ube44\uc2a4 \uac04 \ubc1c\uc0dd\ud558\ub294 \ubcd1\ubaa9 \ud604\uc0c1\uacfc \uc131\ub2a5 \uc800\ud558 \uc694\uc778\uc744 \ube60\ub974\uac8c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc138 \ubc88\uc9f8\ub85c, \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc21c\ud788 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uba38\ubb34\ub974\uc9c0 \uc54a\uace0, \uc608\uce21 \ubaa8\ub378\uc744 \ud1b5\ud574 \uc7a0\uc7ac\uc801\uc778 \uc7a5\uc560\ub098 \uc131\ub2a5 \uc800\ud558\ub97c \uc0ac\uc804\uc5d0 \uac10\uc9c0\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacfc\uac70\uc758 \uc6b4\uc601 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ucf1c \ud2b9\uc815 \uc11c\ube44\uc2a4\uc758 \ud2b8\ub798\ud53d \ud328\ud134, CPU \uc810\uc720\uc728, \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9 \ub4f1\uc758 \ubcc0\ub3d9\uc744 \uac10\uc9c0\ud558\uace0, \uc774\uc5d0 \ub530\ub978 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc870\uae30\uc5d0 \ubc1c\uacac\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc608\uce21 \ubaa8\ud615\uc740 \uc6b4\uc601\ud300\uc5d0\uac8c \uc0ac\uc804 \uacbd\uace0\ub97c \uc81c\uacf5\ud558\uba70, \ud544\uc694\ud55c \uacbd\uc6b0 \uc790\ub3d9\uc73c\ub85c \ub300\uc751 \ud504\ub85c\uc138\uc2a4\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub429\ub2c8\ub2e4.<\/p>\n\ub124 \ubc88\uc9f8\ub85c, \uc790\ub3d9\ud654\ub41c \uc6b4\uc601\uc740 DevOps \ubb38\ud654\uc640 \uae34\ubc00\ud558\uac8c \ub9de\ubb3c\ub824 \uc788\uc2b5\ub2c8\ub2e4. CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uc5d0 AI \ubaa8\ub378\uc758 \uc131\ub2a5 \ud3c9\uac00 \ubc0f \uc5c5\ub370\uc774\ud2b8 \uc790\ub3d9\ud654 \uae30\ub2a5\uc744 \ud1b5\ud569\ud568\uc73c\ub85c\uc368, \uac1c\ubc1c\ubd80\ud130 \ubc30\ud3ec, \uc6b4\uc601\uae4c\uc9c0 \uc804 \uc8fc\uae30\ub97c \uc790\ub3d9\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc774\ub098 \ud328\uce58 \uc801\uc6a9 \uc2dc \uc11c\ube44\uc2a4 \uc911\ub2e8 \uc5c6\uc774 \ubb34\uc911\ub2e8 \ubc30\ud3ec\uc640 \uc790\ub3d9 \ub864\ubc31 \uae30\ub2a5\uc744 \uc2e4\ud604\ud558\uac8c \ud574\uc8fc\uc5b4, \uc6b4\uc601 \ub9ac\uc2a4\ud06c\ub97c \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc6b4\uc601\uc911 \ubc1c\uc0dd\ud558\ub294 \uc624\ub958 \ub85c\uadf8\uc5d0 \ub300\ud574 \uc790\ub3d9\uc73c\ub85c \ubd84\uc11d \ubc0f \uc7ac\uad6c\uc131\uc774 \uc774\ub8e8\uc5b4\uc838, \uc778\uac04\uc758 \uac1c\uc785 \uc5c6\uc774\ub3c4 \uc9c0\uc18d\uc801\uc73c\ub85c \uc2dc\uc2a4\ud15c \uc548\uc815\uc131\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub2e4\uc12f \ubc88\uc9f8\ub85c, \ud6a8\uc728\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \uc804\ub7b5\uc5d0\ub294 \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc \ubaa8\ub2c8\ud130\ub9c1\uacfc \ud568\uaed8 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc0c1\ud0dc\ub97c \uc885\ud569\uc801\uc73c\ub85c \ud30c\uc545\ud560 \uc218 \uc788\ub294 \ub300\uc2dc\ubcf4\ub4dc \uad6c\uc131\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4. Grafana\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uba74, \uac01 \uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc, \uc751\ub2f5 \uc2dc\uac04, \uc5d0\ub7ec \ubc1c\uc0dd\ub960, \ud2b8\ub798\ud53d \ubd84\ud3ec \ub4f1\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud558\uc5ec \uc6b4\uc601\ud300\uc774 \ubb38\uc81c\ub97c \ube60\ub974\uac8c \ud30c\uc545\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uac01\ud654 \uc2dc\uc2a4\ud15c\uc740 \ud2b9\ud788 \ub300\uaddc\ubaa8 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ubcf5\uc7a1\ud55c \ubb38\uc81c\uc758 \uc6d0\uc778 \ubd84\uc11d\uacfc \ucd94\uc774\ub97c \ud655\uc778\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\uc5ec\uc12f \ubc88\uc9f8\ub85c, \ud0c4\ub825\uc801\uc778 \uc6b4\uc601 \ud658\uacbd \uad6c\ucd95\uc744 \uc704\ud574\uc11c\ub294 \uc11c\ube44\uc2a4 \uac04\uc758 \uc7a5\uc560 \uc804\ud30c\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \uc124\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc11c\ud0b7 \ube0c\ub808\uc774\ucee4 \ud328\ud134(Circuit Breaker Pattern)\uc774\ub098 \ubc31\ud504\ub808\uc154(Back Pressure) \uba54\ucee4\ub2c8\uc998\uc744 \ub3c4\uc785\ud558\uba74, \ud55c \uc11c\ube44\uc2a4\uc758 \uc7a5\uc560\uac00 \ub2e4\ub978 \uc11c\ube44\uc2a4\ub85c \ud655\uc0b0\ub418\ub294 \uac83\uc744 \ub9c9\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc11c\ube44\uc2a4\ub294 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc790\ub3d9\uc73c\ub85c \uaca9\ub9ac\ub418\uace0, \ubb38\uc81c\uac00 \ud574\uacb0\ub420 \ub54c\uae4c\uc9c0 \uc790\uccb4\uc801\uc778 \ubcf5\uad6c \uacfc\uc815\uc744 \uac70\uce58\uac8c \ub418\uc5b4 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc77c\uacf1 \ubc88\uc9f8\ub85c, \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc6b4\uc601 \uc804\ub7b5\uc5d0\uc11c\ub294 \ubcf4\uc548 \ubc0f \uc5d0\ub7ec \ud578\ub4e4\ub9c1\uc758 \uac15\ud654\ub3c4 \uc911\uc694\ud55c \uc694\uc778\uc73c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc744 \ud3ec\ud568\ud55c \uc11c\ube44\uc2a4\ub294 \uc608\uae30\uce58 \uc54a\uc740 \uc785\ub825\uacfc \uacf5\uaca9 \uc2dc\ub098\ub9ac\uc624\uc5d0 \ubbfc\uac10\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc790\ub3d9\ud654\ub41c \ubcf4\uc548 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uacfc \uce68\uc785 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c(IDS)\uc744 \ud1b5\ud569\ud558\uc5ec \uc6b4\uc601 \uc911 \ubc1c\uc0dd\ud558\ub294 \uc704\ud611\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud558\uace0 \ub300\uc751\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c AI \ubaa8\ub378\uc774 \ud559\uc2b5\ud558\ub294 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c, \uc7a0\uc7ac\uc801 \uacf5\uaca9 \ud328\ud134\uc744 \uc0ac\uc804\uc5d0 \uc778\uc2dd\ud558\uace0, \ubc29\uc5b4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uc5f0\uad6c\uac00 \uc9c0\uc18d\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc5ec\ub35f \ubc88\uc9f8\ub85c, \uc6b4\uc601 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc8fc\uae30\uc801\uc778 \uc131\ub2a5 \ud14c\uc2a4\ud2b8\uc640 \ubd80\ud558 \ud14c\uc2a4\ud2b8\uac00 \ud544\uc218\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\ub97c \uac00\uc815\ud55c \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574, \uc2dc\uc2a4\ud15c\uc758 \ucd5c\ub300 \ucc98\ub9ac \uc6a9\ub7c9, \uc751\ub2f5 \uc2dc\uac04, \uc7a5\uc560 \uc804\ud30c \uc0c1\ud669 \ub4f1\uc744 \ubbf8\ub9ac \ud30c\uc545\ud558\uace0 \uac1c\uc120\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \ud14c\uc2a4\ud2b8 \uacb0\uacfc\ub294 \ucc28\ud6c4 \uc2dc\uc2a4\ud15c \ud655\uc7a5 \ubc0f \uc790\uc6d0 \ud560\ub2f9\uc5d0 \uc911\uc694\ud55c \uae30\ubc18 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud558\uba70, AI \uae30\ubc18 \uc608\uce21 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\ub97c \ubcf4\uc815\ud558\ub294 \ub370\uc5d0\ub3c4 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\uc544\ud649 \ubc88\uc9f8\ub85c, \ud6a8\uacfc\uc801\uc778 \uc6b4\uc601\uacfc \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud574\uc11c\ub294 \uc870\uc9c1 \ub0b4 \uc9c0\uc2dd \uacf5\uc720\uc640 \ud611\uc5c5 \ub3c4\uad6c\uc758 \ud65c\uc131\ud654\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uae30\uc220\uc801 \ubb38\uc81c\ub97c \uc2e0\uc18d\ud558\uac8c \uacf5\uc720\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \ub0b4\ubd80 \uc704\ud0a4, \uc2e4\uc2dc\uac04 \uba54\uc2dc\uc9d5 \ud50c\ub7ab\ud3fc, \uc8fc\uae30\uc801\uc778 \uc6b4\uc601 \ub9ac\ubdf0 \ub4f1\uc774 \ub9c8\ub828\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\uc640 \ubb38\ud654\ub294 \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc6b4\uc601 \uc0c1\ud0dc\uc5d0 \ub300\ud55c \uc804\ubc18\uc801\uc778 \uc778\uc2dd\uc744 \ub192\uc774\uace0, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud55c \ub300\uc751 \ubc0f \ud574\uacb0\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub610\ud55c, \uc774\ub7ec\ud55c \ud611\uc5c5 \uacfc\uc815\uc744 \ud1b5\ud574 \uc6b4\uc601\ud300\uacfc \uac1c\ubc1c\ud300 \uac04\uc758 \ud53c\ub4dc\ubc31 \ub8e8\ud504\uac00 \uac15\ud654\ub418\uc5b4, \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uc774 \uc774\ub8e8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc5f4 \ubc88\uc9f8\ub85c, \uc138 \ubc88\uc9f8 \uc139\uc158\uc5d0\uc11c\ub294 AI\uac00 \uacb0\ud569\ub41c \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc6b4\uc601 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uc804\ub7b5\uc5d0 \ub300\ud574 \uad11\ubc94\uc704\ud558\uac8c \ub17c\uc758\ud588\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub85c\uadf8 \ubd84\uc11d, \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1, \uc790\ub3d9\ud654\ub41c \uc624\ub958 \uc608\uce21\uacfc \ubcf5\uad6c, \uadf8\ub9ac\uace0 \ubcf4\uc548\uc744 \uac15\ud654\ud55c \uc6b4\uc601 \uccb4\uacc4\ub97c \ud1b5\ud574, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uacfc \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \ubc29\uc548\uc744 \uc81c\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ub7b5\uc740 \uc55e\uc73c\ub85c\uc758 IT \uc778\ud504\ub77c \uc6b4\uc601\uc5d0 \ud070 \ubcc0\ud654\ub97c \uac00\uc838\uc62c \uac83\uc774\uba70, \ub514\uc9c0\ud138 \uc804\ud658 \uc2dc\ub300\uc758 \ud575\uc2ec \uacbd\uc7c1\ub825\uc73c\ub85c \uc790\ub9ac\ub9e4\uae40\ud560 \uc804\ub9dd\uc785\ub2c8\ub2e4.<\/p>\n<h2 id=\"4-%ec%84%b1%ea%b3%b5-%ec%82%ac%eb%a1%80-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5%ea%b3%bc-%eb%a7%88%ec%9d%b4%ed%81%ac%eb%a1%9c%ec%84%9c%eb%b9%84%ec%8a%a4-RfzRwAwDyS\">4. \uc131\uacf5 \uc0ac\ub840 \ubc0f \ubbf8\ub798 \uc804\ub9dd: \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc735\ud569\uc758 \ud6a8\uacfc<\/h2>\n\ub124 \ubc88\uc9f8 \uc139\uc158\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc735\ud569\uc744 \ud1b5\ud55c \uc131\uacf5 \uc0ac\ub840\uc640 \ud5a5\ud6c4 \uc804\ub9dd\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uc804 \uc138\uacc4\uc801\uc73c\ub85c \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5\uacfc \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub97c \ub3c4\uc785\ud558\uc5ec \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud558\ub294 \uc0ac\ub840\ub4e4\uc774 \ubcf4\uace0\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uae08\uc735, \uc758\ub8cc, \uc81c\uc870, \uc628\ub77c\uc778 \uc1fc\ud551 \ub4f1 \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc774 \uc911\uc694\ud55c \ubd84\uc57c\uc5d0\uc11c\ub294, \uc774\ub7ec\ud55c \uc735\ud569 \uae30\uc220\uc774 \uae30\uc874 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc744 \ud601\uc2e0\ud558\uba70 \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud558\ub294 \ud575\uc2ec \uc218\ub2e8\uc73c\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uccab \ubc88\uc9f8 \uc0ac\ub840\ub85c, \uae00\ub85c\ubc8c \uae08\uc735 \uae30\uad00\ub4e4\uc740 AI \uae30\ubc18 \uc2e4\uc2dc\uac04 \uac70\ub798 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc5ec, \uc774\uc0c1 \uac70\ub798 \uac10\uc9c0\uc640 \uc2e0\uc18d\ud55c \ub300\uc751 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \uae30\uad00\uc740 \uac01 \uac70\ub798 \uad00\ub828 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc5d0 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc744 \ub0b4\uc7a5\ud568\uc73c\ub85c\uc368, \uc2e4\uc2dc\uac04\uc73c\ub85c \uac01\uc885 \uac70\ub798 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0, \uc7a0\uc7ac\uc801 \uc704\ud5d8 \uc694\uc18c\ub97c \uc0ac\uc804\uc5d0 \uc2dd\ubcc4\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574, \uace0\uac1d \uc790\uc0b0 \ubcf4\ud638\uc640 \ub3d9\uc2dc\uc5d0 \uc6b4\uc601 \ube44\uc6a9\uc744 \ud68d\uae30\uc801\uc73c\ub85c \uc808\uac10\ud558\ub294 \uc131\uacfc\ub97c \ub2ec\uc131\ud558\uc600\uc73c\uba70, \ud574\ub2f9 \uc0ac\ub840\ub294 \uc5c5\uacc4 \uc804\ubc18\uc5d0 \uac78\uccd0 \ub192\uc740 \ud3c9\uac00\ub97c \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub450 \ubc88\uc9f8\ub85c, \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c\ub294 \ud658\uc790 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ub9de\ucda4\ud615 \uce58\ub8cc \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcd1\uc6d0\uacfc \uc758\ub8cc\uae30\uad00\uc740 AI \uae30\ubc18 \uc608\uce21 \uc54c\uace0\ub9ac\uc998\uc744 \ub3c4\uc785\ud558\uc5ec \ud658\uc790 \uc0c1\ud0dc \ubaa8\ub2c8\ud130\ub9c1, \uc9c8\ubcd1 \uc608\uce21, \uce58\ub8cc \ud6a8\uacfc \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368, \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \ube60\ub978 \uc9c4\ub2e8 \ubc0f \uce58\ub8cc\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc804\ud1b5\uc801\uc778 \uc758\ub8cc \ubaa8\ub378\uacfc \ube44\uad50\ud560 \ub54c, \ud658\uc790 \uc548\uc804\uc131\uacfc \uce58\ub8cc \uc131\uacf5\ub960\uc5d0\uc11c \uc6b0\uc218\ud55c \uc131\uacfc\ub97c \ub3c4\ucd9c\ud574 \ub0b4\uba70, \ud5a5\ud6c4 \uc758\ub8cc \uc11c\ube44\uc2a4\uc758 \ud575\uc2ec \uae30\uc220\ub85c \uc790\ub9ac \uc7a1\uc744 \uc804\ub9dd\uc785\ub2c8\ub2e4.<\/p>\n\uc138 \ubc88\uc9f8\ub85c, \uc81c\uc870\uc5c5\uccb4\ub4e4\uc740 \uc0dd\uc0b0 \uacf5\uc815\uc758 \uc790\ub3d9\ud654\uc640 \uc720\uc9c0 \ubcf4\uc218 \uc608\uce21 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0 \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub97c \ub3c4\uc785\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uacf5\uc7a5 \ub0b4 \uac01\uc885 \uc13c\uc11c\uc640 IoT \ub514\ubc14\uc774\uc2a4\ub97c \ud1b5\ud574 \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c AI \uc54c\uace0\ub9ac\uc998\uc774 \uc2e4\uc2dc\uac04 \ubd84\uc11d\ud558\uc5ec, \uae30\uacc4 \uace0\uc7a5 \uc608\uce21, \uc0dd\uc0b0 \ub77c\uc778\uc758 \ud6a8\uc728\uc131 \ud5a5\uc0c1, \ud488\uc9c8 \uad00\ub9ac \ucd5c\uc801\ud654 \ub4f1\uc744 \uc218\ud589\ud568\uc73c\ub85c\uc368, \uc804\uccb4 \uc0dd\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \uac00\ub3d9\ub960\uc744 \ub192\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc131\uacf5 \uc0ac\ub840\ub294 \uc81c\uc870 \uacf5\uc815\uc758 \ud601\uc2e0\uc801 \ubcc0\ud654\ub97c \uc774\ub04c\uba70, \uc0b0\uc5c5\uacc4 \uc804\ubc18\uc5d0 \uac78\uccd0 \ubca4\uce58\ub9c8\ud06c\ub85c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub124 \ubc88\uc9f8\ub85c, \uc628\ub77c\uc778 \uc1fc\ud551 \ubc0f \uc804\uc790\uc0c1\uac70\ub798 \ubd84\uc57c\uc5d0\uc11c\ub294 \uace0\uac1d \ud589\ub3d9 \ubd84\uc11d\uacfc \uac1c\uc778 \ub9de\ucda4\ud615 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \uacb0\ud569\ub41c \uc194\ub8e8\uc158\uc774 \uc801\uadf9 \ub3c4\uc785\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc18c\ube44\uc790\uc758 \uad6c\ub9e4 \ud328\ud134, \uac80\uc0c9 \uc774\ub825, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ud65c\ub3d9 \ub4f1\uc744 \ubd84\uc11d\ud558\uc5ec, \uace0\uac1d\uc5d0\uac8c \ucd5c\uc801\ud654\ub41c \uc0c1\ud488 \ucd94\ucc9c\uacfc \ub9c8\ucf00\ud305 \uc804\ub7b5\uc744 \uc790\ub3d9\uc73c\ub85c \uc81c\uc548\ud568\uc73c\ub85c\uc368, \ub9e4\ucd9c \uc99d\ub300\uc640 \uace0\uac1d \ub9cc\uc871\ub3c4\ub97c \ub3d9\uc2dc\uc5d0 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc131\uacfc\ub97c \uac70\ub450\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uace0\uac1d \uacbd\ud5d8\uc744 \uadf9\ub300\ud654\ud558\uace0 \uae30\uc5c5\uc758 \uc218\uc775 \uad6c\uc870\ub97c \uac1c\uc120\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\ub2e4\uc12f \ubc88\uc9f8\ub85c, \uc774\ub7ec\ud55c \uc131\uacf5 \uc0ac\ub840\ub4e4\uc5d0 \uacf5\ud1b5\uc801\uc73c\ub85c \ub098\ud0c0\ub098\ub294 \ud2b9\uc9d5\uc740, \uae30\uc220\uc758 \uc2e0\uc18d\ud55c \uc801\uc6a9\uacfc \uc870\uc9c1 \ub0b4 \ud611\uc5c5 \uccb4\uacc4\uac00 \uc735\ud569\ub418\uc5b4 \uad6c\ud604\ub41c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 \ucd08\uae30 \ub2e8\uacc4\uc5d0\uc11c \ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud558\uc5ec \uae30\uc220\uc758 \uc801\uc6a9 \uac00\ub2a5\uc131\uc744 \uba74\ubc00\ud788 \ubd84\uc11d\ud55c \ud6c4, \uc810\uc9c4\uc801\uc73c\ub85c \ub300\uaddc\ubaa8 \uc2dc\uc2a4\ud15c\uc73c\ub85c \ud655\uc7a5\ud558\ub294 \uc804\ub7b5\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub9ac\uc2a4\ud06c\ub97c \ucd5c\uc18c\ud654\ud558\uba74\uc11c\ub3c4 \ube60\ub978 \ud601\uc2e0\uc758 \ud6a8\uacfc\ub97c \uccb4\uac10\ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc131\uacf5\uc801\uc778 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud574 \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\uc5ec\uc12f \ubc88\uc9f8\ub85c, \ud5a5\ud6c4 \uc778\uacf5\uc9c0\ub2a5\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uacb0\ud569\uc740 \ub354\uc6b1 \uc9c0\ub2a5\ud654\ub418\uace0 \uc790\uc728\uc801\uc778 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc9c4\ud654\ud560 \uc804\ub9dd\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305, \uc5e3\uc9c0 \ucef4\ud4e8\ud305, \uadf8\ub9ac\uace0 5G \ub124\ud2b8\uc6cc\ud06c\uc758 \ubc1c\uc804\uc740 \ub300\uaddc\ubaa8 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c AI \ubaa8\ub378\uc774 \ubcf4\ub2e4 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc791\ub3d9\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \uc81c\uacf5\ud558\uba70, \uc11c\ube44\uc2a4\uc758 \uc2e4\uc2dc\uac04 \uc0c1\ud638\uc791\uc6a9\uacfc \uc790\uac00 \ud559\uc2b5 \ub2a5\ub825\uc744 \uadf9\ub300\ud654\ud560 \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c, \uc774\ub7ec\ud55c \uae30\uc220 \ubc1c\uc804\uc740 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc758 \uace0\ub3c4\ud654\uc640 \uc6b4\uc601 \uc790\ub3d9\ud654\ub97c \ub354\uc6b1 \ucd09\uc9c4\ud558\uc5ec, \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ubd84\uc57c\uc5d0\uc11c \ucd08\uc5f0\uacb0 \uacbd\uc81c \uc0ac\ud68c\uc758 \ud575\uc2ec \uae30\ubc18\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\uc77c\uacf1 \ubc88\uc9f8\ub85c, \ubbf8\ub798 \uc804\ub9dd\uc5d0 \uc788\uc5b4\uc11c \uc911\uc694\ud55c \ud55c \uac00\uc9c0 \uc694\uc18c\ub294 \uaddc\uc81c \ubc0f \ud45c\uc900\ud654 \ubb38\uc81c\uc785\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc744 \ud3ec\ud568\ud55c \uc9c0\ub2a5\ud615 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc6b4\uc601\uc740 \ub370\uc774\ud130\uc758 \ud504\ub77c\uc774\ubc84\uc2dc, \ubcf4\uc548, \uc724\ub9ac \ubb38\uc81c \ub4f1 \uc5ec\ub7ec \uc0ac\ud68c\uc801 \uc774\uc288\ub97c \uc218\ubc18\ud569\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \uc815\ubd80\uc640 \uc0b0\uc5c5\uacc4\ub294 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